{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#%%\n",
    "from vnpy.app.cta_strategy.backtesting import BacktestingEngine\n",
    "from vnpy.app.cta_strategy.strategies.turtle_signal_strategy import (\n",
    "    TurtleSignalStrategy,\n",
    ")\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#%%\n",
    "engine = BacktestingEngine()\n",
    "engine.set_parameters(\n",
    "    vt_symbol=\"XBTUSD.BITMEX\",\n",
    "    interval=\"1m\",\n",
    "    start=datetime(2018, 1, 1),\n",
    "    end=datetime(2018, 4, 30),\n",
    "    rate=3.0/10000,\n",
    "    slippage=0.2,\n",
    "    size=300,\n",
    "    pricetick=0.2,\n",
    "    capital=1_000_000,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-02-15 16:04:41.398818\t开始加载历史数据\n",
      "2019-02-15 16:04:52.954926\t历史数据加载完成，数据量：135570\n",
      "2019-02-15 16:04:54.248921\t策略初始化完成\n",
      "2019-02-15 16:04:54.248921\t开始回放历史数据\n",
      "2019-02-15 16:05:07.653733\t历史数据回放结束\n",
      "2019-02-15 16:05:07.654709\t开始计算逐日盯市盈亏\n",
      "2019-02-15 16:05:07.765065\t逐日盯市盈亏计算完成\n",
      "2019-02-15 16:05:07.766042\t开始计算策略统计指标\n",
      "2019-02-15 16:05:07.781667\t------------------------------\n",
      "2019-02-15 16:05:07.781667\t首个交易日：\t2018-01-21\n",
      "2019-02-15 16:05:07.781667\t最后交易日：\t2018-04-05\n",
      "2019-02-15 16:05:07.781667\t总交易日：\t75\n",
      "2019-02-15 16:05:07.781667\t盈利交易日：\t28\n",
      "2019-02-15 16:05:07.781667\t亏损交易日：\t47\n",
      "2019-02-15 16:05:07.781667\t起始资金：\t1,000,000.00\n",
      "2019-02-15 16:05:07.781667\t结束资金：\t-4,996,529.76\n",
      "2019-02-15 16:05:07.782644\t总收益率：\t-599.65%\n",
      "2019-02-15 16:05:07.782644\t年化收益：\t-1,918.89%\n",
      "2019-02-15 16:05:07.782644\t最大回撤: \t-7,982,815.30\n",
      "2019-02-15 16:05:07.782644\t百分比最大回撤: -1,307.96%\n",
      "2019-02-15 16:05:07.782644\t总盈亏：\t-5,996,529.76\n",
      "2019-02-15 16:05:07.782644\t总手续费：\t26,268,309.76\n",
      "2019-02-15 16:05:07.782644\t总滑点：\t1,871,880.00\n",
      "2019-02-15 16:05:07.782644\t总成交金额：\t87,561,032,520.00\n",
      "2019-02-15 16:05:07.782644\t总成交笔数：\t20745\n",
      "2019-02-15 16:05:07.782644\t日均盈亏：\t-79,953.73\n",
      "2019-02-15 16:05:07.782644\t日均手续费：\t350,244.13\n",
      "2019-02-15 16:05:07.782644\t日均滑点：\t24,958.40\n",
      "2019-02-15 16:05:07.782644\t日均成交金额：\t1,167,480,433.60\n",
      "2019-02-15 16:05:07.782644\t日均成交笔数：\t276.6\n",
      "2019-02-15 16:05:07.782644\t日均收益率：\t32.92%\n",
      "2019-02-15 16:05:07.782644\t收益标准差：\t200.71%\n",
      "2019-02-15 16:05:07.782644\tSharpe Ratio：\t2.54\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Github\\vnpy\\vnpy\\app\\cta_strategy\\backtesting.py:306: RuntimeWarning: invalid value encountered in log\n",
      "  df[\"return\"] = (np.log(df[\"balance\"] - np.log(df[\"balance\"].shift(1)))).fillna(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1152 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%%\n",
    "engine.add_strategy(TurtleSignalStrategy, {})\n",
    "engine.load_data()\n",
    "engine.run_backtesting()\n",
    "df = engine.calculate_result()\n",
    "engine.calculate_statistics()\n",
    "engine.show_chart()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
